{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "trusted": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": "Matplotlib is building the font cache; this may take a moment.\n"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": "<Figure size 640x480 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "\n",
    "ax = plt.figure().add_subplot(projection=\"3d\")\n",
    "X, Y, Z = axes3d.get_test_data(0.05)\n",
    "\n",
    "# Plot the 3D surface\n",
    "ax.plot_surface(X, Y, Z, edgecolor=\"royalblue\", lw=0.5, rstride=8, cstride=8, alpha=0.3)\n",
    "\n",
    "# Plot projections of the contours for each dimension.  By choosing offsets\n",
    "# that match the appropriate axes limits, the projected contours will sit on\n",
    "# the 'walls' of the graph\n",
    "ax.contourf(X, Y, Z, zdir=\"z\", offset=-100, cmap=\"coolwarm\")\n",
    "ax.contourf(X, Y, Z, zdir=\"x\", offset=-40, cmap=\"coolwarm\")\n",
    "ax.contourf(X, Y, Z, zdir=\"y\", offset=40, cmap=\"coolwarm\")\n",
    "\n",
    "ax.set(xlim=(-40, 40), ylim=(-40, 40), zlim=(-100, 100), xlabel=\"X\", ylabel=\"Y\", zlabel=\"Z\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "trusted": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.11 (XPython)",
   "language": "python",
   "name": "xpython"
  },
  "language_info": {
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
